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Section Navigation

Core

  • yobx.typing
  • yobx.builder
    • yobx.builder.light
      • yobx.builder.light – Graph
      • yobx.builder.light – Variables
      • yobx.builder.light – Single-input Operators
      • yobx.builder.light – Multi-input Operators
    • yobx.builder.onnxscript
      • yobx.builder.onnxscript.bridge_graph_builder
    • yobx.builder.spox
      • yobx.builder.spox.bridge_graph_builder
  • yobx.container
    • yobx.container.build_stats
    • yobx.container.export_artifact
    • yobx.container.model_container
  • yobx.helpers
    • yobx.helpers.cube_helper
    • yobx.helpers.dot_helper
    • yobx.helpers.helper
    • yobx.helpers.mini_onnx_builder
    • yobx.helpers.onnx_helper
    • yobx.helpers.patch_helper
    • yobx.helpers.rt_helper
  • yobx.reference
    • yobx.reference.evaluator
    • yobx.reference.onnxruntime_evaluator
    • yobx.reference.report_results_comparison
    • yobx.reference.runtime_info
    • yobx.reference.torch_evaluator
    • yobx.reference.ops
      • yobx.reference.ops.op__overwrite_gather
    • yobx.reference.torch_ops
  • yobx.translate
    • yobx.translate.base_emitter
    • yobx.translate.builder_emitter
    • yobx.translate.inner_emitter
    • yobx.translate.light_emitter
    • yobx.translate.make_helper
    • yobx.translate.mermaid_emitter
    • yobx.translate.reverse_graph_builder
    • yobx.translate.translator
  • yobx.xbuilder
    • yobx.xbuilder.builder_stats_helper
    • yobx.xbuilder.function_options
    • yobx.xbuilder.graph_builder
    • yobx.xbuilder.graph_builder_opset
    • yobx.xbuilder.infer_shapes_options
    • yobx.xbuilder.optimization_options
    • yobx.xbuilder.order_optim
  • yobx.xoptim
    • yobx.xoptim.graph_builder_optim
    • yobx.xoptim.patterns_api
    • yobx.xoptim.patterns
      • yobx.xoptim.patterns.onnx_any
      • yobx.xoptim.patterns.onnx_attention
      • yobx.xoptim.patterns.onnx_cast
      • yobx.xoptim.patterns.onnx_clip
      • yobx.xoptim.patterns.onnx_concat
      • yobx.xoptim.patterns.onnx_constants
      • yobx.xoptim.patterns.onnx_conv
      • yobx.xoptim.patterns.onnx_dropout
      • yobx.xoptim.patterns.onnx_equal
      • yobx.xoptim.patterns.onnx_expand
      • yobx.xoptim.patterns.onnx_functions
      • yobx.xoptim.patterns.onnx_layer_normalization
      • yobx.xoptim.patterns.onnx_matmul
      • yobx.xoptim.patterns.onnx_mul
      • yobx.xoptim.patterns.onnx_range
      • yobx.xoptim.patterns.onnx_reduce
      • yobx.xoptim.patterns.onnx_reshape
      • yobx.xoptim.patterns.onnx_rotary
      • yobx.xoptim.patterns.onnx_sequence
      • yobx.xoptim.patterns.onnx_shape
      • yobx.xoptim.patterns.onnx_slice
      • yobx.xoptim.patterns.onnx_split
      • yobx.xoptim.patterns.onnx_sub
      • yobx.xoptim.patterns.onnx_transpose
      • yobx.xoptim.patterns.onnx_unsqueeze
      • yobx.xoptim.patterns.onnx_where
    • yobx.xoptim.patterns_exp
      • yobx.xoptim.patterns_exp.binary_operators
      • yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd
      • yobx.xoptim.patterns_exp.constants
      • yobx.xoptim.patterns_exp.simple_rotary
      • yobx.xoptim.patterns_exp.unary_operators
      • yobx.xoptim.patterns_exp.where_replace
    • yobx.xoptim.patterns_fix
      • yobx.xoptim.patterns_fix.add_reduction_scatter_nd
    • yobx.xoptim.patterns_investigation
      • yobx.xoptim.patterns_investigation.element_wise
      • yobx.xoptim.patterns_investigation.llm_patterns
    • yobx.xoptim.patterns_ml
      • yobx.xoptim.patterns_ml.tree_ensemble
    • yobx.xoptim.patterns_ort
      • yobx.xoptim.patterns_ort.activation
      • yobx.xoptim.patterns_ort.fused_conv
      • yobx.xoptim.patterns_ort.fused_matmul
      • yobx.xoptim.patterns_ort.llm_optim
      • yobx.xoptim.patterns_ort.missing_kernels
      • yobx.xoptim.patterns_ort.simplified_layer_normalization
    • yobx.xoptim.repeated_optim
    • yobx.xoptim.unfused
  • yobx.xexpressions
    • yobx.xexpressions.expressions_torch
    • yobx.xexpressions.evaluate_expressions
    • yobx.xexpressions.rename_expressions
    • yobx.xexpressions.simplify_expressions
  • yobx.xshape
    • yobx.xshape._builder_runtime
    • yobx.xshape._inference_runtime
    • yobx.xshape._shape_runtime
    • yobx.xshape._shape_helper
    • yobx.xshape.shape_builder
    • yobx.xshape.shape_builder_impl
    • yobx.xshape.shape_type_compute
    • yobx.xshape.type_inference
  • yobx.xtracing
    • yobx.xtracing.numpy_array
    • yobx.xtracing.tracing

Converters

  • yobx.litert
    • yobx.litert.to_onnx
    • yobx.litert.convert
    • yobx.litert.register
    • yobx.litert.litert_helper
    • yobx.litert.ops
      • yobx.litert.ops.activations
      • yobx.litert.ops.elementwise
      • yobx.litert.ops.nn_ops
      • yobx.litert.ops.reshape_ops
  • yobx.sql
    • yobx.sql.sql_to_onnx
    • yobx.sql.sql_to_onnx_graph
    • yobx.sql — parse module
    • yobx.sql — convert module
    • yobx.sql — _expr module
    • yobx.sql.ops
      • yobx.sql.ops — register module
      • yobx.sql.ops — filter_op module
      • yobx.sql.ops — join_op module
  • yobx.sklearn
    • yobx.sklearn.to_onnx
    • yobx.sklearn.ConvertOptions
    • yobx.sklearn.convert
    • yobx.sklearn.register
    • yobx.sklearn.sklearn_helper
    • yobx.sklearn.tests_helper
    • yobx.sklearn.calibration
      • yobx.sklearn.calibration.calibrated_classifier
    • yobx.sklearn.category_encoders
      • yobx.sklearn.category_encoders.binary_encoder
      • yobx.sklearn.category_encoders.one_hot_encoder
      • yobx.sklearn.category_encoders.ordinal_encoder
      • yobx.sklearn.category_encoders.polynomial_encoder
      • yobx.sklearn.category_encoders.quantile_encoder
      • yobx.sklearn.category_encoders.target_encoder
      • yobx.sklearn.category_encoders.woe_encoder
    • yobx.sklearn.cluster
      • yobx.sklearn.cluster.affinity_propagation
      • yobx.sklearn.cluster.birch
      • yobx.sklearn.cluster.bisecting_kmeans
      • yobx.sklearn.cluster.feature_agglomeration
      • yobx.sklearn.cluster.kmeans
      • yobx.sklearn.cluster.mean_shift
      • yobx.sklearn.cluster.mini_batch_kmeans
    • yobx.sklearn.compose
      • yobx.sklearn.compose.column_transformer
    • yobx.sklearn.covariance
      • yobx.sklearn.covariance.elliptic_envelope
      • yobx.sklearn.covariance.empirical_covariance
      • yobx.sklearn.covariance.graphical_lasso
      • yobx.sklearn.covariance.ledoit_wolf
      • yobx.sklearn.covariance.min_cov_det
      • yobx.sklearn.covariance.oas
      • yobx.sklearn.covariance.shrunk_covariance
    • yobx.sklearn.cross_decomposition
      • yobx.sklearn.cross_decomposition.cca
    • yobx.sklearn.decomposition
      • yobx.sklearn.decomposition.factor_analysis
      • yobx.sklearn.decomposition.fast_ica
      • yobx.sklearn.decomposition.gaussian_random_projection
      • yobx.sklearn.decomposition.incremental_pca
      • yobx.sklearn.decomposition.kernel_pca
      • yobx.sklearn.decomposition.latent_dirichlet_allocation
      • yobx.sklearn.decomposition.nmf
      • yobx.sklearn.decomposition.pca
      • yobx.sklearn.decomposition.pls_regression
      • yobx.sklearn.decomposition.pls_svd
      • yobx.sklearn.decomposition.sparse_pca
      • yobx.sklearn.decomposition.truncated_svd
    • yobx.sklearn.discriminant_analysis
      • yobx.sklearn.discriminant_analysis.lda
      • yobx.sklearn.discriminant_analysis.qda
    • yobx.sklearn.dummy
      • yobx.sklearn.dummy.dummy
    • yobx.sklearn.ensemble
      • yobx.sklearn.ensemble.adaboost
      • yobx.sklearn.ensemble.bagging
      • yobx.sklearn.ensemble.gradient_boosting
      • yobx.sklearn.ensemble.hist_gradient_boosting
      • yobx.sklearn.ensemble.isolation_forest
      • yobx.sklearn.ensemble.random_forest
      • yobx.sklearn.ensemble.stacking
      • yobx.sklearn.ensemble.voting
    • yobx.sklearn.feature_extraction
      • yobx.sklearn.feature_extraction.count_vectorizer
      • yobx.sklearn.feature_extraction.feature_hasher
      • yobx.sklearn.feature_extraction.patch_extractor
      • yobx.sklearn.feature_extraction.tfidf_transformer
      • yobx.sklearn.feature_extraction.tfidf_vectorizer
    • yobx.sklearn.feature_selection
      • yobx.sklearn.feature_selection.rfe
      • yobx.sklearn.feature_selection.select_fdr
      • yobx.sklearn.feature_selection.select_from_model
      • yobx.sklearn.feature_selection.select_fpr
      • yobx.sklearn.feature_selection.select_fwe
      • yobx.sklearn.feature_selection.select_k_best
      • yobx.sklearn.feature_selection.select_percentile
      • yobx.sklearn.feature_selection.variance_threshold
    • yobx.sklearn.gaussian_process
      • yobx.sklearn.gaussian_process.gp
    • yobx.sklearn.impute
      • yobx.sklearn.impute.knn_imputer
      • yobx.sklearn.impute.missing_indicator
      • yobx.sklearn.impute.simple_imputer
    • yobx.sklearn.imblearn
      • yobx.sklearn.imblearn.balanced_random_forest
      • yobx.sklearn.imblearn.easy_ensemble
      • yobx.sklearn.imblearn.balanced_bagging
      • yobx.sklearn.imblearn.rus_boost
    • yobx.sklearn.isotonic
      • yobx.sklearn.isotonic.isotonic_regression
    • yobx.sklearn.kernel_approximation
      • yobx.sklearn.kernel_approximation.additive_chi2_sampler
      • yobx.sklearn.kernel_approximation.nystroem
      • yobx.sklearn.kernel_approximation.rbf_sampler
    • yobx.sklearn.kernel_ridge
      • yobx.sklearn.kernel_ridge.kernel_ridge
    • yobx.sklearn.lightgbm
      • yobx.sklearn.lightgbm.lgbm
      • yobx.sklearn.lightgbm.lgbm_model
    • yobx.sklearn.linear_model
      • yobx.sklearn.linear_model.glm
      • yobx.sklearn.linear_model.linear_classifier
      • yobx.sklearn.linear_model.linear_regressor
      • yobx.sklearn.linear_model.logistic_regression
      • yobx.sklearn.linear_model.ransac
      • yobx.sklearn.linear_model.sgd_one_class_svm
    • yobx.sklearn.manifold
      • yobx.sklearn.manifold.isomap
      • yobx.sklearn.manifold.locally_linear_embedding
    • yobx.sklearn.mixture
      • yobx.sklearn.mixture.bayesian_gaussian_mixture
      • yobx.sklearn.mixture.gaussian_mixture
    • yobx.sklearn.model_selection
      • yobx.sklearn.model_selection.grid_search
      • yobx.sklearn.model_selection.halving_search
      • yobx.sklearn.model_selection.random_search
      • yobx.sklearn.model_selection.tuned_threshold_classifier_cv
    • yobx.sklearn.multiclass
      • yobx.sklearn.multiclass.one_vs_one
      • yobx.sklearn.multiclass.one_vs_rest
      • yobx.sklearn.multiclass.output_code
    • yobx.sklearn.multioutput
      • yobx.sklearn.multioutput.classifier_chain
      • yobx.sklearn.multioutput.multioutput
      • yobx.sklearn.multioutput.regressor_chain
    • yobx.sklearn.naive_bayes
      • yobx.sklearn.naive_bayes.categorical_nb
      • yobx.sklearn.naive_bayes.nb
    • yobx.sklearn.neural_network
      • yobx.sklearn.neural_network.bernoulli_rbm
      • yobx.sklearn.neural_network.mlp
    • yobx.sklearn.neighbors
      • yobx.sklearn.neighbors.kneighbors
      • yobx.sklearn.neighbors.kneighbors_transformer
      • yobx.sklearn.neighbors.kernel_density
      • yobx.sklearn.neighbors.local_outlier_factor
      • yobx.sklearn.neighbors.nearest_centroid
      • yobx.sklearn.neighbors.neighborhood_components_analysis
      • yobx.sklearn.neighbors.radiusneighbors
      • yobx.sklearn.neighbors.radiusneighbors_transformer
    • yobx.sklearn.pipeline
      • yobx.sklearn.pipeline.feature_union
      • yobx.sklearn.pipeline.pipeline
    • yobx.sklearn.preprocessing
      • yobx.sklearn.preprocessing.binarizer
      • yobx.sklearn.preprocessing.function_transformer
      • yobx.sklearn.preprocessing.kbins_discretizer
      • yobx.sklearn.preprocessing.kernel_centerer
      • yobx.sklearn.preprocessing.max_abs_scaler
      • yobx.sklearn.preprocessing.min_max_scaler
      • yobx.sklearn.preprocessing.normalizer
      • yobx.sklearn.preprocessing.one_hot_encoder
      • yobx.sklearn.preprocessing.ordinal_encoder
      • yobx.sklearn.preprocessing.polynomial_features
      • yobx.sklearn.preprocessing.power_transformer
      • yobx.sklearn.preprocessing.quantile_transformer
      • yobx.sklearn.preprocessing.robust_scaler
      • yobx.sklearn.preprocessing.spline_transformer
      • yobx.sklearn.preprocessing.standard_scaler
    • yobx.sklearn.sksurv
      • yobx.sklearn.sksurv.ensemble
      • yobx.sklearn.sksurv.linear_model
    • yobx.sklearn.svm
      • yobx.sklearn.svm.linear_svm
      • yobx.sklearn.svm.one_class_svm
      • yobx.sklearn.svm.svm
    • yobx.sklearn.tree
      • yobx.sklearn.tree.decision_tree
      • yobx.sklearn.tree (ExtraTree)
    • yobx.sklearn.xgboost
      • yobx.sklearn.xgboost.xgb
  • yobx.tensorflow
    • yobx.tensorflow.to_onnx
    • yobx.tensorflow.convert
    • yobx.tensorflow.register
    • yobx.tensorflow.tensorflow_helper
    • yobx.tensorflow.ops
      • yobx.tensorflow.ops.activations
      • yobx.tensorflow.ops.binary_ops
      • yobx.tensorflow.ops.const
      • yobx.tensorflow.ops.conv
      • yobx.tensorflow.ops.element_wise
      • yobx.tensorflow.ops.gather_ops
      • yobx.tensorflow.ops.jax_ops
      • yobx.tensorflow.ops.math_ops
      • yobx.tensorflow.ops.matmul
      • yobx.tensorflow.ops.nn_ops
      • yobx.tensorflow.ops.padding
      • yobx.tensorflow.ops.pooling
      • yobx.tensorflow.ops.random_ops
      • yobx.tensorflow.ops.reduction_ops
      • yobx.tensorflow.ops.shape_ops
      • yobx.tensorflow.ops.special_ops
      • yobx.tensorflow.ops.unary_ops
      • yobx.tensorflow.ops.xla_call_module
      • yobx.tensorflow.ops.xla_call_module_helper
      • yobx.tensorflow.ops.xla_call_module_parsing
  • yobx.torch
    • yobx.torch.to_onnx
    • yobx.torch._model_eval_cases
    • yobx.torch.export_helper
    • yobx.torch.export_options
    • yobx.torch.fake_tensor_helper
    • yobx.torch.flatten
    • yobx.torch.flatten_helper
    • yobx.torch.input_observer
    • yobx.torch.model_eval_cases
    • yobx.torch.patch
    • yobx.torch.tiny_models
    • yobx.torch.torch_helper
    • yobx.torch.tracing
    • yobx.torch.validate
    • yobx.torch.in_torch
      • yobx.torch.in_torch.patches
    • yobx.torch.in_transformers
      • yobx.torch.in_transformers._patches_model_rope_utils
      • yobx.torch.in_transformers.cache_helper
      • yobx.torch.in_transformers.flatten_class
      • yobx.torch.in_transformers.patches
      • yobx.torch.in_transformers.register
      • yobx.torch.in_transformers.models
        • yobx.torch.in_transformers.models.configs
      • yobx.torch.in_transformers.classes
        • yobx.torch.in_transformers.classes.llama_attention
    • yobx.torch.interpreter
      • yobx.torch.interpreter._aten_functions
      • yobx.torch.interpreter._aten_functions_attention
      • yobx.torch.interpreter._aten_functions_transformers
      • yobx.torch.interpreter._aten_methods
      • yobx.torch.interpreter._doc_
      • yobx.torch.interpreter._exceptions
      • yobx.torch.interpreter._math_functions
      • yobx.torch.interpreter._non_aten_functions
      • yobx.torch.interpreter._prims_functions
      • yobx.torch.interpreter._torch_helper
      • yobx.torch.interpreter.aten_functions
      • yobx.torch.interpreter.aten_functions_transformers
      • yobx.torch.interpreter.aten_methods
      • yobx.torch.interpreter.dispatcher
      • yobx.torch.interpreter.interpreter
      • yobx.torch.interpreter.onnx_export

documentation / tests

  • yobx.doc
  • yobx.ext_test_case
  • yobx.pv_version
  • API

API#

Core

  • yobx.typing
  • yobx.builder
  • yobx.container
  • yobx.helpers
  • yobx.reference
  • yobx.translate
  • yobx.xbuilder
  • yobx.xoptim
  • yobx.xexpressions
  • yobx.xshape
  • yobx.xtracing

Converters

  • yobx.litert
  • yobx.sql
  • yobx.sklearn
  • yobx.tensorflow
  • yobx.torch

documentation / tests

  • yobx.doc
  • yobx.ext_test_case
  • yobx.pv_version

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